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The Model Context Protocol (MCP) is an open standard for AI model communication.
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  • llm-context.py

    306

    LLM Context helps developers inject relevant code/text content into LLM chats. It uses `.gitignore` patterns for file selection and offers clipboard workflow and direct LLM integration via the Model Context Protocol.

    Python
  • elasticsearch-mcp-server

    303

    This repository provides an Elasticsearch Model Context Protocol (MCP) server implementation, enabling document searching, index analysis, and cluster management through a set of tools. It offers functionalities like listing indices

    Python
  • apollo-mcp-server

    302

    Apollo MCP Server

    Rust
  • automcp

    301

    Easily convert tool, agents and orchestrators from existing agent frameworks to MCP servers

    Python
  • mcp-sse

    301

    This repository demonstrates an SSE-based Model Context Protocol (MCP) server and client pattern, enabling decoupled processes for cloud-native agent interactions with tools like weather forecasting. It uses tools from the

    Python
  • mcp-webresearch

    300

    This repository provides an MCP server for web research, integrating Google search, webpage content extraction, research session tracking, and screenshot capture for use with the Claude Desktop app.

    JavaScript
  • blender-mcp-vxai

    299

    Blender MCP VXAI allows controlling Blender with natural language via MCP Clients, enabling users to create and modify 3D models, animations, and scenes efficiently. It bridges AI language models and 3D creation.

    Python
  • MCP-Server-Playwright

    298

    This repository provides a Model Context Protocol (MCP) server leveraging Playwright for browser automation. It enables LLMs to interact with web pages, capture screenshots, and execute JavaScript within a real browser environment.

    JavaScript
  • perplexity-mcp

    295

    The MCP-researcher Server provides a research assistant for Cline, utilizing Perplexity's Sonar Pro API to offer documentation, API discovery, and deprecated code checks, enhanced with Chain of Thought Reasoning and

    JavaScript
  • aws-mcp

    295

    AWS MCP is a Model Context Protocol server that allows AI assistants like Claude to interact with your AWS environment using natural language for querying and managing resources. It offers

    TypeScript
  • model-context-protocol-resources

    292

    This repository offers resources for the Model Context Protocol (MCP), including guides, utilities, and client/server implementations in TypeScript, Python, and Kotlin, facilitating LLM interaction with external systems. This repository offers

  • rust-docs-mcp-server

    292

    🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.

    Rust
  • mcp-server

    292

    This MCP server provides documentation about Strands Agents to your GenAI tools, so you can use your favorite AI coding assistant to vibe-code Strands Agents.

    Python
  • mcp-manager

    291

    This repository provides a desktop application, MCP Manager, for MacOS that simplifies the management of Model Context Protocol (MCP) servers, enabling Claude Desktop to access various services and data sources locally.

    TypeScript
  • servicenow-mcp

    290

    This repository provides a Model Completion Protocol (MCP) server for ServiceNow, enabling Claude to interact with ServiceNow instances, retrieve data, and perform actions through the ServiceNow API. This repository provides

    Python
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